Automotive & Dealer Networks

Every dealer on the same truth.

OEMs and dealer networks run on portals, claims, and inventory feeds that drift out of sync. We build the systems that keep every dealer working from the same truth.

OEM and dealer networks working from the same VINs, inventory, and claims, so the network stops reconciling by email.

01

Dealer portals on one graph

OEM and dealer working from the same VINs, the same inventory, the same claims. No more reconciling by email.

02

Claims validation agents

Claims checked against VIN history and policy rules, with exceptions routed to a human.

03

Inventory allocation that holds up

Allocations grounded in live dealer inventory and demand, not the monthly export.

Dealers, VINs, Parts, Claims. Modeled as one.

We name the real objects your business operates on, how they connect, and what a person or an agent can actually do to them. That model is the map every decision ties back to.

01Engineering

Data & Platform Engineering

End-to-end builds in your cloud. Data pipelines, standardized transforms, governed datasets, and the ops UI that teams actually run.

02Modeling

Ontology Design & Modeling

We design the object model, the parts, orders, patients, and signatures, that becomes the operational graph your teams work from.

03AI

AI & Agent Workflows

AI grounded in your ontology. Agents governed by your business rules, with human-in-the-loop where it matters.

All agents
Agent 02

Revenue Ops Agents

Quote-to-cash, billing exceptions, pipeline hygiene. Agents that keep revenue data clean and deals moving without a human chasing every record.

Capabilities

  • Lead & account matching
  • Quote-to-cash tracking
  • Billing exception handling
  • CRM hygiene
Agent 03

Supply Chain Ops Agents

Shortage detection, order tracking, vendor scorecards. Agents watching the graph so operators find out about problems before the line stops.

Capabilities

  • Shortage detection
  • PO & order tracking
  • Vendor scorecards
  • Inventory reconciliation
Agent 07

Service Ops Agents

Triage, guided workflows, customer comms at scale. Agents that clear the routine volume and escalate the judgment calls to a human.

Capabilities

  • Ticket triage
  • Guided resolution workflows
  • Customer communications
  • Human-in-the-loop escalation

Shipped, running, and measured.

  • Trailer Manufacturing ERP

    FactoryOS

    Ontology-driven inventory and production workflow connecting vendors, purchasing, and build batches on Foundry & AWS.

    157K+

    Parts Governed

    21K+

    Manufacturing Orders

    8K+

    Units Annually

    1,800+

    Vendors Integrated

  • Skilled Labor Allocation

    Construction Ops Scheduler

    Algorithmic workforce scheduling that matches skilled labor to job sites based on geography, qualifications, and availability constraints, keeping workers closer to home without sacrificing coverage.

    4,200+

    Workers Scheduled

    38%

    Travel Time Reduced

    12 wk

    Max Away Rule

    96%

    Fill Rate